Dataset info
| Number of variables | 36 |
|---|---|
| Number of observations | 1615 |
| Missing cells | 4271 (7.3%) |
| Duplicate rows | 0 (0.0%) |
| Total size in memory | 546.8 KiB |
| Average record size in memory | 346.7 B |
Variables types
| Numeric | 25 |
|---|---|
| Categorical | 2 |
| Boolean | 5 |
| Date | 0 |
| URL | 0 |
| Text (Unique) | 0 |
| Rejected | 4 |
| Unsupported | 0 |
Warnings
ActBal_CA has 94 (5.8%) zeros | Zeros |
ActBal_CC has 1461 (90.5%) zeros | Zeros |
ActBal_CL has 1481 (91.7%) zeros | Zeros |
ActBal_MF has 1420 (87.9%) zeros | Zeros |
ActBal_OVD has 1495 (92.6%) zeros | Zeros |
ActBal_SA has 1205 (74.6%) zeros | Zeros |
Count_CL has 1480 (91.6%) zeros | Zeros |
Count_MF has 1309 (81.1%) zeros | Zeros |
Count_SA has 1189 (73.6%) zeros | Zeros |
Revenue_CC has 727 (45.0%) zeros | Zeros |
Revenue_CC has 646 (40.0%) missing values | Missing |
Revenue_CL has 679 (42.0%) zeros | Zeros |
Revenue_CL has 646 (40.0%) missing values | Missing |
Revenue_MF has 776 (48.0%) zeros | Zeros |
Revenue_MF has 646 (40.0%) missing values | Missing |
Sale_CC has 646 (40.0%) missing values | Missing |
Sale_CL has 646 (40.0%) missing values | Missing |
Sale_MF has 646 (40.0%) missing values | Missing |
Tenure has 19 (1.2%) zeros | Zeros |
TransactionsCred has 28 (1.7%) missing values | Missing |
TransactionsCred_CA is highly correlated with TransactionsCred (ρ = 0.9476623987) | Rejected |
TransactionsDeb has 66 (4.1%) zeros | Zeros |
TransactionsDeb has 28 (1.7%) missing values | Missing |
TransactionsDeb_CA is highly correlated with TransactionsDeb (ρ = 0.9181282979) | Rejected |
TransactionsDeb_PaymentOrder has 435 (26.9%) zeros | Zeros |
TransactionsDeb_PaymentOrder has 28 (1.7%) missing values | Missing |
TransactionsDebCash_Card has 631 (39.1%) zeros | Zeros |
TransactionsDebCash_Card has 28 (1.7%) missing values | Missing |
TransactionsDebCashless_Card has 705 (43.7%) zeros | Zeros |
TransactionsDebCashless_Card has 28 (1.7%) missing values | Missing |
VolumeCred has 28 (1.7%) missing values | Missing |
VolumeCred_CA is highly correlated with VolumeCred (ρ = 0.9370903339) | Rejected |
VolumeDeb has 66 (4.1%) zeros | Zeros |
VolumeDeb has 28 (1.7%) missing values | Missing |
VolumeDeb_CA is highly correlated with VolumeDeb (ρ = 0.9449943814) | Rejected |
VolumeDeb_PaymentOrder has 435 (26.9%) zeros | Zeros |
VolumeDeb_PaymentOrder has 28 (1.7%) missing values | Missing |
VolumeDebCash_Card is highly skewed (γ1 = 20.44105623) | Skewed |
VolumeDebCash_Card has 631 (39.1%) zeros | Zeros |
VolumeDebCash_Card has 28 (1.7%) missing values | Missing |
VolumeDebCashless_Card has 705 (43.7%) zeros | Zeros |
VolumeDebCashless_Card has 28 (1.7%) missing values | Missing |
ActBal_CA
Numeric
| Distinct count | 1514 |
|---|---|
| Unique (%) | 93.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2438.601941 |
|---|---|
| Minimum | 0 |
| Maximum | 171575.8896 |
| Zeros (%) | 5.8% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 61.56214286 |
| Median | 462.2217857 |
| Q3 | 2174.864286 |
| 95-th percentile | 10632.11825 |
| Maximum | 171575.8896 |
| Range | 171575.8896 |
| Interquartile range | 2113.302143 |
Descriptive statistics
| Standard deviation | 7072.77735 |
|---|---|
| Coef of variation | 2.900341065 |
| Kurtosis | 221.4121637 |
| Mean | 2438.601941 |
| MAD | 2998.572185 |
| Skewness | 11.52805078 |
| Sum | 3938342.134 |
| Variance | 50024179.44 |
| Memory size | 25.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.00000000e+00 1.78571429e-04 1.71428571e-02 8.07142857e-01 7.25339286e+00 ... 4.03163018e+03 7.46258696e+03 1.66008586e+04 3.66350439e+04 1.71575890e+05], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 94 | 5.8% | |
| 28.57142857 | 3 | 0.2% | |
| 7.142857143 | 2 | 0.1% | |
| 0.3882142857 | 2 | 0.1% | |
| 35.71428571 | 2 | 0.1% | |
| 178.5714286 | 2 | 0.1% | |
| 142.8571429 | 2 | 0.1% | |
| 0.0003571428571 | 2 | 0.1% | |
| 15.485 | 1 | 0.1% | |
| 6.552142857 | 1 | 0.1% | |
| Other values (1504) | 1504 | 93.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 94 | 5.8% | |
| 0.0003571428571 | 2 | 0.1% | |
| 0.001428571429 | 1 | 0.1% | |
| 0.002142857143 | 1 | 0.1% | |
| 0.01035714286 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 171575.8896 | 1 | 0.1% | |
| 74934.95607 | 1 | 0.1% | |
| 60226.14179 | 1 | 0.1% | |
| 55934.02036 | 1 | 0.1% | |
| 55383.79786 | 1 | 0.1% |
ActBal_CC
Numeric
| Distinct count | 121 |
|---|---|
| Unique (%) | 7.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 36.97846528 |
|---|---|
| Minimum | -15.47928571 |
| Maximum | 3522.233571 |
| Zeros (%) | 90.5% |
Quantile statistics
| Minimum | -15.47928571 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 213.5798929 |
| Maximum | 3522.233571 |
| Range | 3537.712857 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 190.8695924 |
|---|---|
| Coef of variation | 5.161641809 |
| Kurtosis | 99.62910469 |
| Mean | 36.97846528 |
| MAD | 69.35548206 |
| Skewness | 8.255315915 |
| Sum | 59720.22143 |
| Variance | 36431.20132 |
| Memory size | 105.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[-1.54792857e+01 -7.14285714e-01 2.32142857e-01 1.83928571e+00 4.76785714e+00 6.48071071e+02 1.21296732e+03 3.52223357e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1461 | 90.5% | |
| 0.7142857143 | 11 | 0.7% | |
| 2.357142857 | 11 | 0.7% | |
| 1.178571429 | 7 | 0.4% | |
| 1.428571429 | 6 | 0.4% | |
| 0.4642857143 | 3 | 0.2% | |
| 1.785714286 | 2 | 0.1% | |
| 642.2321429 | 1 | 0.1% | |
| -15.47928571 | 1 | 0.1% | |
| 1400.918571 | 1 | 0.1% | |
| Other values (111) | 111 | 6.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| -15.47928571 | 1 | 0.1% | |
| -8.283214286 | 1 | 0.1% | |
| -7.738214286 | 1 | 0.1% | |
| -4.464285714 | 1 | 0.1% | |
| -1.428571429 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3522.233571 | 1 | 0.1% | |
| 2382.946071 | 1 | 0.1% | |
| 1767.785357 | 1 | 0.1% | |
| 1529.058929 | 1 | 0.1% | |
| 1400.918571 | 1 | 0.1% |
ActBal_CL
Numeric
| Distinct count | 135 |
|---|---|
| Unique (%) | 8.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 354.2301347 |
|---|---|
| Minimum | 0 |
| Maximum | 20749.29464 |
| Zeros (%) | 91.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 2198.358179 |
| Maximum | 20749.29464 |
| Range | 20749.29464 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 1678.743095 |
|---|---|
| Coef of variation | 4.739131234 |
| Kurtosis | 49.45970124 |
| Mean | 354.2301347 |
| MAD | 651.4716171 |
| Skewness | 6.484250485 |
| Sum | 572081.6675 |
| Variance | 2818178.38 |
| Memory size | 25.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 31.90160714 4386.81053571 10397.75964286 20749.29464286], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1481 | 91.7% | |
| 229.3585714 | 1 | 0.1% | |
| 117.6539286 | 1 | 0.1% | |
| 1621.421786 | 1 | 0.1% | |
| 2953.8125 | 1 | 0.1% | |
| 1038.696786 | 1 | 0.1% | |
| 360.3546429 | 1 | 0.1% | |
| 7570.783929 | 1 | 0.1% | |
| 930.3571429 | 1 | 0.1% | |
| 9115.112857 | 1 | 0.1% | |
| Other values (125) | 125 | 7.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1481 | 91.7% | |
| 63.80321429 | 1 | 0.1% | |
| 117.6539286 | 1 | 0.1% | |
| 120.6760714 | 1 | 0.1% | |
| 194.8039286 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 20749.29464 | 1 | 0.1% | |
| 17300.48964 | 1 | 0.1% | |
| 17062.32429 | 1 | 0.1% | |
| 14708.57143 | 1 | 0.1% | |
| 14516.52429 | 1 | 0.1% |
ActBal_MF
Numeric
| Distinct count | 190 |
|---|---|
| Unique (%) | 11.8% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3887.532659 |
|---|---|
| Minimum | 0 |
| Maximum | 761235.5043 |
| Zeros (%) | 87.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 10443.76093 |
| Maximum | 761235.5043 |
| Range | 761235.5043 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 34868.01017 |
|---|---|
| Coef of variation | 8.969187715 |
| Kurtosis | 311.2991156 |
| Mean | 3887.532659 |
| MAD | 7047.35106 |
| Skewness | 16.60253721 |
| Sum | 6278365.245 |
| Variance | 1215778133 |
| Memory size | 25.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.00000000e+00 8.86428571e+00 5.90602143e+02 4.74492857e+03 1.53424380e+04 3.91142175e+04 8.83263586e+04 7.61235504e+05], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1420 | 87.9% | |
| 308.8821429 | 3 | 0.2% | |
| 14285.71429 | 3 | 0.2% | |
| 169.6746429 | 2 | 0.1% | |
| 23214.28571 | 2 | 0.1% | |
| 2331.336786 | 1 | 0.1% | |
| 31884.50929 | 1 | 0.1% | |
| 3020.640714 | 1 | 0.1% | |
| 5907.593929 | 1 | 0.1% | |
| 62103.26857 | 1 | 0.1% | |
| Other values (180) | 180 | 11.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1420 | 87.9% | |
| 17.72857143 | 1 | 0.1% | |
| 107.2517857 | 1 | 0.1% | |
| 113.2167857 | 1 | 0.1% | |
| 125.1257143 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 761235.5043 | 1 | 0.1% | |
| 714285.7143 | 1 | 0.1% | |
| 579084.1079 | 1 | 0.1% | |
| 446183.4232 | 1 | 0.1% | |
| 314723.165 | 1 | 0.1% |
ActBal_OVD
Numeric
| Distinct count | 121 |
|---|---|
| Unique (%) | 7.5% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 32.80650575 |
|---|---|
| Minimum | 0 |
| Maximum | 2055.325357 |
| Zeros (%) | 92.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 199.057 |
| Maximum | 2055.325357 |
| Range | 2055.325357 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 157.9264288 |
|---|---|
| Coef of variation | 4.813875333 |
| Kurtosis | 55.8318783 |
| Mean | 32.80650575 |
| MAD | 60.88611402 |
| Skewness | 6.744763711 |
| Sum | 52982.50679 |
| Variance | 24940.75691 |
| Memory size | 25.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.00000000e+00 3.47321429e-01 3.52536786e+02 7.98730893e+02 2.05532536e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1495 | 92.6% | |
| 901.6160714 | 1 | 0.1% | |
| 104.0114286 | 1 | 0.1% | |
| 246.5178571 | 1 | 0.1% | |
| 676.7528571 | 1 | 0.1% | |
| 531.6296429 | 1 | 0.1% | |
| 31.5575 | 1 | 0.1% | |
| 40.25714286 | 1 | 0.1% | |
| 874.18 | 1 | 0.1% | |
| 248.4846429 | 1 | 0.1% | |
| Other values (111) | 111 | 6.9% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1495 | 92.6% | |
| 0.6946428571 | 1 | 0.1% | |
| 8.445 | 1 | 0.1% | |
| 8.868928571 | 1 | 0.1% | |
| 12.34 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 2055.325357 | 1 | 0.1% | |
| 1776.065357 | 1 | 0.1% | |
| 1670.280714 | 1 | 0.1% | |
| 1568.879643 | 1 | 0.1% | |
| 1459.457143 | 1 | 0.1% |
ActBal_SA
Numeric
| Distinct count | 411 |
|---|---|
| Unique (%) | 25.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4009.812781 |
|---|---|
| Minimum | 0 |
| Maximum | 389883.8307 |
| Zeros (%) | 74.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0.01 |
| 95-th percentile | 20632.69264 |
| Maximum | 389883.8307 |
| Range | 389883.8307 |
| Interquartile range | 0.01 |
Descriptive statistics
| Standard deviation | 17909.06155 |
|---|---|
| Coef of variation | 4.466308659 |
| Kurtosis | 166.5740119 |
| Mean | 4009.812781 |
| MAD | 6615.894227 |
| Skewness | 10.5017382 |
| Sum | 6475847.641 |
| Variance | 320734485.4 |
| Memory size | 25.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[0.00000000e+00 3.57142857e-04 1.19642857e-02 4.64285714e-01 1.03455357e+01 ... 1.28324680e+04 2.92036377e+04 5.80073511e+04 1.23775178e+05 3.89883831e+05], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1205 | 74.6% | |
| 2457.837143 | 1 | 0.1% | |
| 6841.314643 | 1 | 0.1% | |
| 1460.8 | 1 | 0.1% | |
| 5352.294286 | 1 | 0.1% | |
| 16144.00214 | 1 | 0.1% | |
| 5069.315714 | 1 | 0.1% | |
| 5384.086429 | 1 | 0.1% | |
| 3930.255 | 1 | 0.1% | |
| 35768.38857 | 1 | 0.1% | |
| Other values (401) | 401 | 24.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1205 | 74.6% | |
| 0.0007142857143 | 1 | 0.1% | |
| 0.001428571429 | 1 | 0.1% | |
| 0.001785714286 | 1 | 0.1% | |
| 0.007142857143 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 389883.8307 | 1 | 0.1% | |
| 219368.6464 | 1 | 0.1% | |
| 191591.1896 | 1 | 0.1% | |
| 173499.8629 | 1 | 0.1% | |
| 128617.5911 | 1 | 0.1% |
Age
Numeric
| Distinct count | 92 |
|---|---|
| Unique (%) | 5.7% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 43.86811146 |
|---|---|
| Minimum | 2 |
| Maximum | 97 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 19 |
| Q1 | 30 |
| Median | 41 |
| Q3 | 57 |
| 95-th percentile | 73 |
| Maximum | 97 |
| Range | 95 |
| Interquartile range | 27 |
Descriptive statistics
| Standard deviation | 17.40844181 |
|---|---|
| Coef of variation | 0.3968359072 |
| Kurtosis | -0.5763249766 |
| Mean | 43.86811146 |
| MAD | 14.40894555 |
| Skewness | 0.3286580173 |
| Sum | 70847 |
| Variance | 303.0538462 |
| Memory size | 25.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 2. 15.5 20.5 40.5 41.5 51.5 73.5 83.5 97. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 41 | 77 | 4.8% | |
| 40 | 41 | 2.5% | |
| 39 | 41 | 2.5% | |
| 26 | 37 | 2.3% | |
| 37 | 37 | 2.3% | |
| 27 | 37 | 2.3% | |
| 32 | 36 | 2.2% | |
| 29 | 34 | 2.1% | |
| 38 | 34 | 2.1% | |
| 34 | 33 | 2.0% | |
| Other values (82) | 1208 | 74.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 2 | 1 | 0.1% | |
| 3 | 1 | 0.1% | |
| 4 | 3 | 0.2% | |
| 5 | 2 | 0.1% | |
| 6 | 3 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 97 | 1 | 0.1% | |
| 94 | 1 | 0.1% | |
| 93 | 1 | 0.1% | |
| 92 | 1 | 0.1% | |
| 90 | 1 | 0.1% |
Client
Numeric
| Distinct count | 1615 |
|---|---|
| Unique (%) | 100.0% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 808 |
|---|---|
| Minimum | 1 |
| Maximum | 1615 |
| Zeros (%) | 0.0% |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 81.7 |
| Q1 | 404.5 |
| Median | 808 |
| Q3 | 1211.5 |
| 95-th percentile | 1534.3 |
| Maximum | 1615 |
| Range | 1614 |
| Interquartile range | 807 |
Descriptive statistics
| Standard deviation | 466.3546576 |
|---|---|
| Coef of variation | 0.5771716059 |
| Kurtosis | -1.2 |
| Mean | 808 |
| MAD | 403.7498452 |
| Skewness | 0 |
| Sum | 1304920 |
| Variance | 217486.6667 |
| Memory size | 105.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[1.000e+00 1.615e+03], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 1615 | 1 | 0.1% | |
| 1084 | 1 | 0.1% | |
| 1064 | 1 | 0.1% | |
| 1066 | 1 | 0.1% | |
| 1068 | 1 | 0.1% | |
| 1070 | 1 | 0.1% | |
| 1072 | 1 | 0.1% | |
| 1074 | 1 | 0.1% | |
| 1076 | 1 | 0.1% | |
| 1078 | 1 | 0.1% | |
| Other values (1605) | 1605 | 99.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 1 | 1 | 0.1% | |
| 2 | 1 | 0.1% | |
| 3 | 1 | 0.1% | |
| 4 | 1 | 0.1% | |
| 5 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 1615 | 1 | 0.1% | |
| 1614 | 1 | 0.1% | |
| 1613 | 1 | 0.1% | |
| 1612 | 1 | 0.1% | |
| 1611 | 1 | 0.1% |
Count_CA
Categorical
| Distinct count | 4 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 1 | |
|---|---|
| 2 | 77 |
| 3 | 19 |
| Value | Count | Frequency (%) | |
| 1 | 1515 | 93.8% | |
| 2 | 77 | 4.8% | |
| 3 | 19 | 1.2% | |
| 4 | 4 | 0.2% |
| Max length | 1 |
|---|---|
| Mean length | 1 |
| Min length | 1 |
| Contains chars | False |
| Contains digits | True |
| Contains spaces | False |
| Contains non-words | False |
Count_CC
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 | 170 |
| Value | Count | Frequency (%) | |
| 0 | 1445 | 89.5% | |
| 1 | 170 | 10.5% |
Count_CL
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.09907120743 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros (%) | 91.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 0.3608373564 |
|---|---|
| Coef of variation | 3.642202066 |
| Kurtosis | 34.28049764 |
| Mean | 0.09907120743 |
| MAD | 0.1815794266 |
| Skewness | 4.832215521 |
| Sum | 160 |
| Variance | 0.1302035978 |
| Memory size | 25.2 KiB |
Histogram with fixed size bins (bins=5)
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 5. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1480 | 91.6% | |
| 1 | 115 | 7.1% | |
| 2 | 17 | 1.1% | |
| 3 | 2 | 0.1% | |
| 5 | 1 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1480 | 91.6% | |
| 1 | 115 | 7.1% | |
| 2 | 17 | 1.1% | |
| 3 | 2 | 0.1% | |
| 5 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1 | 0.1% | |
| 3 | 2 | 0.1% | |
| 2 | 17 | 1.1% | |
| 1 | 115 | 7.1% | |
| 0 | 1480 | 91.6% |
Count_MF
Numeric
| Distinct count | 30 |
|---|---|
| Unique (%) | 1.9% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.8860681115 |
|---|---|
| Minimum | 0 |
| Maximum | 79 |
| Zeros (%) | 81.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 4 |
| Maximum | 79 |
| Range | 79 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 3.871786274 |
|---|---|
| Coef of variation | 4.369626019 |
| Kurtosis | 169.3170164 |
| Mean | 0.8860681115 |
| MAD | 1.436363044 |
| Skewness | 11.03108251 |
| Sum | 1431 |
| Variance | 14.99072895 |
| Memory size | 105.2 KiB |
Histogram with fixed size bins (bins=30)
Histogram with variable size bins (bins=[ 0. 0.5 1.5 4.5 7.5 11.5 30. 79. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1309 | 81.1% | |
| 1 | 102 | 6.3% | |
| 2 | 53 | 3.3% | |
| 3 | 42 | 2.6% | |
| 4 | 31 | 1.9% | |
| 6 | 14 | 0.9% | |
| 5 | 14 | 0.9% | |
| 7 | 10 | 0.6% | |
| 11 | 6 | 0.4% | |
| 8 | 5 | 0.3% | |
| Other values (20) | 29 | 1.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1309 | 81.1% | |
| 1 | 102 | 6.3% | |
| 2 | 53 | 3.3% | |
| 3 | 42 | 2.6% | |
| 4 | 31 | 1.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 79 | 1 | 0.1% | |
| 64 | 1 | 0.1% | |
| 45 | 1 | 0.1% | |
| 35 | 1 | 0.1% | |
| 32 | 1 | 0.1% |
Count_OVD
Boolean
| Distinct count | 2 |
|---|---|
| Unique (%) | 0.1% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| 0 | |
|---|---|
| 1 |
| Value | Count | Frequency (%) | |
| 0 | 1196 | 74.1% | |
| 1 | 419 | 25.9% |
Count_SA
Numeric
| Distinct count | 5 |
|---|---|
| Unique (%) | 0.3% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 0.3077399381 |
|---|---|
| Minimum | 0 |
| Maximum | 5 |
| Zeros (%) | 73.6% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 1 |
| 95-th percentile | 1 |
| Maximum | 5 |
| Range | 5 |
| Interquartile range | 1 |
Descriptive statistics
| Standard deviation | 0.5676388905 |
|---|---|
| Coef of variation | 1.844540862 |
| Kurtosis | 6.141804467 |
| Mean | 0.3077399381 |
| MAD | 0.4531303856 |
| Skewness | 2.115775757 |
| Sum | 497 |
| Variance | 0.32221391 |
| Memory size | 25.2 KiB |
Histogram with fixed size bins (bins=5)
Histogram with variable size bins (bins=[0. 0.5 1.5 2.5 5. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 0 | 1189 | 73.6% | |
| 1 | 369 | 22.8% | |
| 2 | 45 | 2.8% | |
| 3 | 11 | 0.7% | |
| 5 | 1 | 0.1% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 1189 | 73.6% | |
| 1 | 369 | 22.8% | |
| 2 | 45 | 2.8% | |
| 3 | 11 | 0.7% | |
| 5 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 5 | 1 | 0.1% | |
| 3 | 11 | 0.7% | |
| 2 | 45 | 2.8% | |
| 1 | 369 | 22.8% | |
| 0 | 1189 | 73.6% |
Revenue_CC
Numeric
| Distinct count | 158 |
|---|---|
| Unique (%) | 9.8% |
| Missing (%) | 40.0% |
| Missing (n) | 646 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 2.712826552 |
|---|---|
| Minimum | 0 |
| Maximum | 407.9625 |
| Zeros (%) | 45.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 8.042857143 |
| Maximum | 407.9625 |
| Range | 407.9625 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 17.69343299 |
|---|---|
| Coef of variation | 6.52213942 |
| Kurtosis | 324.786475 |
| Mean | 2.712826552 |
| MAD | 4.27291162 |
| Skewness | 16.38928874 |
| Sum | 2628.728929 |
| Variance | 313.0575711 |
| Memory size | 25.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 727 | 45.0% | |
| 0.2142857143 | 13 | 0.8% | |
| 0.8939285714 | 8 | 0.5% | |
| 3.392857143 | 6 | 0.4% | |
| 4.286785714 | 6 | 0.4% | |
| 1.786785714 | 5 | 0.3% | |
| 1.964285714 | 5 | 0.3% | |
| 2.857142857 | 5 | 0.3% | |
| 1.785714286 | 5 | 0.3% | |
| 3.607142857 | 4 | 0.2% | |
| Other values (147) | 185 | 11.5% | |
| (Missing) | 646 | 40.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 727 | 45.0% | |
| 0.07142857143 | 1 | 0.1% | |
| 0.2142857143 | 13 | 0.8% | |
| 0.3214285714 | 1 | 0.1% | |
| 0.4285714286 | 2 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 407.9625 | 1 | 0.1% | |
| 213.2928571 | 1 | 0.1% | |
| 203.7907143 | 1 | 0.1% | |
| 110.47 | 1 | 0.1% | |
| 102.1464286 | 1 | 0.1% |
Revenue_CL
Numeric
| Distinct count | 268 |
|---|---|
| Unique (%) | 16.6% |
| Missing (%) | 40.0% |
| Missing (n) | 646 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 3.604220109 |
|---|---|
| Minimum | 0 |
| Maximum | 133.2753571 |
| Zeros (%) | 42.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 4.642857143 |
| 95-th percentile | 17.42364286 |
| Maximum | 133.2753571 |
| Range | 133.2753571 |
| Interquartile range | 4.642857143 |
Descriptive statistics
| Standard deviation | 7.743618499 |
|---|---|
| Coef of variation | 2.14848657 |
| Kurtosis | 82.68048061 |
| Mean | 3.604220109 |
| MAD | 5.115013769 |
| Skewness | 6.108645444 |
| Sum | 3492.489286 |
| Variance | 59.96362745 |
| Memory size | 105.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 679 | 42.0% | |
| 2.107142857 | 7 | 0.4% | |
| 4.214285714 | 4 | 0.2% | |
| 4.25 | 3 | 0.2% | |
| 3.892857143 | 3 | 0.2% | |
| 1.071428571 | 3 | 0.2% | |
| 11.71428571 | 2 | 0.1% | |
| 8.321428571 | 2 | 0.1% | |
| 9.821428571 | 2 | 0.1% | |
| 17.21428571 | 2 | 0.1% | |
| Other values (257) | 262 | 16.2% | |
| (Missing) | 646 | 40.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 679 | 42.0% | |
| 1.071428571 | 3 | 0.2% | |
| 1.75 | 1 | 0.1% | |
| 1.785714286 | 1 | 0.1% | |
| 2.107142857 | 7 | 0.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 133.2753571 | 1 | 0.1% | |
| 46.39285714 | 1 | 0.1% | |
| 36.05071429 | 1 | 0.1% | |
| 32.13285714 | 1 | 0.1% | |
| 31.80142857 | 1 | 0.1% |
Revenue_MF
Numeric
| Distinct count | 194 |
|---|---|
| Unique (%) | 12.0% |
| Missing (%) | 40.0% |
| Missing (n) | 646 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.92501548 |
|---|---|
| Minimum | 0 |
| Maximum | 220.4882143 |
| Zeros (%) | 48.0% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 0 |
| Q3 | 0 |
| 95-th percentile | 9.058142857 |
| Maximum | 220.4882143 |
| Range | 220.4882143 |
| Interquartile range | 0 |
Descriptive statistics
| Standard deviation | 9.943601382 |
|---|---|
| Coef of variation | 5.165465673 |
| Kurtosis | 253.4448067 |
| Mean | 1.92501548 |
| MAD | 3.240066995 |
| Skewness | 13.31824683 |
| Sum | 1865.34 |
| Variance | 98.87520844 |
| Memory size | 25.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 776 | 48.0% | |
| 4.910714286 | 2 | 0.1% | |
| 3.066428571 | 1 | 0.1% | |
| 10.36303571 | 1 | 0.1% | |
| 83.03803571 | 1 | 0.1% | |
| 26.97267857 | 1 | 0.1% | |
| 2.088571429 | 1 | 0.1% | |
| 0.99125 | 1 | 0.1% | |
| 0.3964285714 | 1 | 0.1% | |
| 6.188392857 | 1 | 0.1% | |
| Other values (183) | 183 | 11.3% | |
| (Missing) | 646 | 40.0% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 776 | 48.0% | |
| 0.004821428571 | 1 | 0.1% | |
| 0.01767857143 | 1 | 0.1% | |
| 0.05982142857 | 1 | 0.1% | |
| 0.06714285714 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 220.4882143 | 1 | 0.1% | |
| 83.03803571 | 1 | 0.1% | |
| 73.04178571 | 1 | 0.1% | |
| 65.70410714 | 1 | 0.1% | |
| 56.13982143 | 1 | 0.1% |
Sale_CC
Boolean
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 40.0% |
| Missing (n) | 646 |
| 0 | |
|---|---|
| 1 | |
| (Missing) |
| Value | Count | Frequency (%) | |
| 0 | 727 | 45.0% | |
| 1 | 242 | 15.0% | |
| (Missing) | 646 | 40.0% |
Sale_CL
Boolean
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 40.0% |
| Missing (n) | 646 |
| 0 | |
|---|---|
| 1 | |
| (Missing) |
| Value | Count | Frequency (%) | |
| 0 | 679 | 42.0% | |
| 1 | 290 | 18.0% | |
| (Missing) | 646 | 40.0% |
Sale_MF
Boolean
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 40.0% |
| Missing (n) | 646 |
| 0 | |
|---|---|
| 1 | |
| (Missing) |
| Value | Count | Frequency (%) | |
| 0 | 776 | 48.0% | |
| 1 | 193 | 12.0% | |
| (Missing) | 646 | 40.0% |
Sex
Categorical
| Distinct count | 3 |
|---|---|
| Unique (%) | 0.2% |
| Missing (%) | 0.2% |
| Missing (n) | 3 |
| M | |
|---|---|
| F | |
| (Missing) | 3 |
| Value | Count | Frequency (%) | |
| M | 856 | 53.0% | |
| F | 756 | 46.8% | |
| (Missing) | 3 | 0.2% |
| Max length | 3 |
|---|---|
| Mean length | 1.00371517 |
| Min length | 1 |
| Contains chars | True |
| Contains digits | False |
| Contains spaces | False |
| Contains non-words | False |
Tenure
Numeric
| Distinct count | 248 |
|---|---|
| Unique (%) | 15.4% |
| Missing (%) | 0.0% |
| Missing (n) | 0 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 101.3399381 |
|---|---|
| Minimum | 0 |
| Maximum | 273 |
| Zeros (%) | 1.2% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 8 |
| Q1 | 44 |
| Median | 97 |
| Q3 | 151 |
| 95-th percentile | 205 |
| Maximum | 273 |
| Range | 273 |
| Interquartile range | 107 |
Descriptive statistics
| Standard deviation | 64.91729737 |
|---|---|
| Coef of variation | 0.6405894715 |
| Kurtosis | -0.9853661042 |
| Mean | 101.3399381 |
| MAD | 56.68006019 |
| Skewness | 0.1903179728 |
| Sum | 163664 |
| Variance | 4214.255498 |
| Memory size | 105.2 KiB |
Histogram with fixed size bins (bins=50)
Histogram with variable size bins (bins=[ 0. 0.5 39.5 104.5 148.5 ... 180.5 181.5 183.5 239.5 273. ], "bayesian blocks" binning strategy used)
| Value | Count | Frequency (%) | |
| 150 | 70 | 4.3% | |
| 151 | 63 | 3.9% | |
| 152 | 49 | 3.0% | |
| 181 | 36 | 2.2% | |
| 149 | 32 | 2.0% | |
| 0 | 19 | 1.2% | |
| 20 | 18 | 1.1% | |
| 33 | 16 | 1.0% | |
| 8 | 16 | 1.0% | |
| 176 | 14 | 0.9% | |
| Other values (238) | 1282 | 79.4% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 19 | 1.2% | |
| 1 | 7 | 0.4% | |
| 2 | 9 | 0.6% | |
| 3 | 10 | 0.6% | |
| 4 | 8 | 0.5% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 273 | 1 | 0.1% | |
| 271 | 1 | 0.1% | |
| 268 | 1 | 0.1% | |
| 267 | 1 | 0.1% | |
| 266 | 1 | 0.1% |
TransactionsCred
Numeric
| Distinct count | 46 |
|---|---|
| Unique (%) | 2.8% |
| Missing (%) | 1.7% |
| Missing (n) | 28 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 5.541902962 |
|---|---|
| Minimum | 0 |
| Maximum | 63 |
| Zeros (%) | 0.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 2 |
| Median | 3 |
| Q3 | 6 |
| 95-th percentile | 19 |
| Maximum | 63 |
| Range | 63 |
| Interquartile range | 4 |
Descriptive statistics
| Standard deviation | 6.355383349 |
|---|---|
| Coef of variation | 1.146787194 |
| Kurtosis | 14.38254685 |
| Mean | 5.541902962 |
| MAD | 3.960430705 |
| Skewness | 3.275596398 |
| Sum | 8795 |
| Variance | 40.39089751 |
| Memory size | 105.2 KiB |
Histogram with fixed size bins (bins=46)
| Value | Count | Frequency (%) | |
| 2 | 357 | 22.1% | |
| 3 | 287 | 17.8% | |
| 4 | 196 | 12.1% | |
| 1 | 154 | 9.5% | |
| 5 | 128 | 7.9% | |
| 6 | 94 | 5.8% | |
| 7 | 60 | 3.7% | |
| 8 | 46 | 2.8% | |
| 9 | 36 | 2.2% | |
| 10 | 25 | 1.5% | |
| Other values (35) | 204 | 12.6% | |
| (Missing) | 28 | 1.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 14 | 0.9% | |
| 1 | 154 | 9.5% | |
| 2 | 357 | 22.1% | |
| 3 | 287 | 17.8% | |
| 4 | 196 | 12.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 63 | 1 | 0.1% | |
| 56 | 1 | 0.1% | |
| 44 | 1 | 0.1% | |
| 43 | 1 | 0.1% | |
| 42 | 1 | 0.1% |
TransactionsCred_CA
Highly correlated
This variable is highly correlated with TransactionsCred and should be ignored for analysis
| Correlation | 0.9476623987 |
|---|
TransactionsDeb
Numeric
| Distinct count | 87 |
|---|---|
| Unique (%) | 5.4% |
| Missing (%) | 1.7% |
| Missing (n) | 28 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 16.00693132 |
|---|---|
| Minimum | 0 |
| Maximum | 102 |
| Zeros (%) | 4.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 4 |
| Median | 11 |
| Q3 | 22 |
| 95-th percentile | 48.7 |
| Maximum | 102 |
| Range | 102 |
| Interquartile range | 18 |
Descriptive statistics
| Standard deviation | 16.24355384 |
|---|---|
| Coef of variation | 1.014782504 |
| Kurtosis | 4.057159552 |
| Mean | 16.00693132 |
| MAD | 12.05426971 |
| Skewness | 1.812296258 |
| Sum | 25403 |
| Variance | 263.8530415 |
| Memory size | 105.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 1 | 107 | 6.6% | |
| 3 | 86 | 5.3% | |
| 2 | 83 | 5.1% | |
| 6 | 74 | 4.6% | |
| 4 | 70 | 4.3% | |
| 5 | 67 | 4.1% | |
| 0 | 66 | 4.1% | |
| 7 | 63 | 3.9% | |
| 9 | 55 | 3.4% | |
| 8 | 52 | 3.2% | |
| Other values (76) | 864 | 53.5% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 66 | 4.1% | |
| 1 | 107 | 6.6% | |
| 2 | 83 | 5.1% | |
| 3 | 86 | 5.3% | |
| 4 | 70 | 4.3% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 102 | 1 | 0.1% | |
| 99 | 1 | 0.1% | |
| 96 | 2 | 0.1% | |
| 95 | 1 | 0.1% | |
| 92 | 1 | 0.1% |
TransactionsDeb_CA
Highly correlated
This variable is highly correlated with TransactionsDeb and should be ignored for analysis
| Correlation | 0.9181282979 |
|---|
TransactionsDeb_PaymentOrder
Numeric
| Distinct count | 31 |
|---|---|
| Unique (%) | 1.9% |
| Missing (%) | 1.7% |
| Missing (n) | 28 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 4.601134216 |
|---|---|
| Minimum | 0 |
| Maximum | 34 |
| Zeros (%) | 26.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 3 |
| Q3 | 7 |
| 95-th percentile | 15 |
| Maximum | 34 |
| Range | 34 |
| Interquartile range | 7 |
Descriptive statistics
| Standard deviation | 5.211450554 |
|---|---|
| Coef of variation | 1.132644759 |
| Kurtosis | 2.975661179 |
| Mean | 4.601134216 |
| MAD | 4.047753308 |
| Skewness | 1.562845522 |
| Sum | 7302 |
| Variance | 27.15921687 |
| Memory size | 105.2 KiB |
Histogram with fixed size bins (bins=31)
| Value | Count | Frequency (%) | |
| 0 | 435 | 26.9% | |
| 1 | 165 | 10.2% | |
| 2 | 138 | 8.5% | |
| 3 | 122 | 7.6% | |
| 5 | 108 | 6.7% | |
| 4 | 103 | 6.4% | |
| 6 | 78 | 4.8% | |
| 8 | 63 | 3.9% | |
| 7 | 60 | 3.7% | |
| 10 | 52 | 3.2% | |
| Other values (20) | 263 | 16.3% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 435 | 26.9% | |
| 1 | 165 | 10.2% | |
| 2 | 138 | 8.5% | |
| 3 | 122 | 7.6% | |
| 4 | 103 | 6.4% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 34 | 1 | 0.1% | |
| 33 | 1 | 0.1% | |
| 31 | 2 | 0.1% | |
| 26 | 1 | 0.1% | |
| 25 | 2 | 0.1% |
TransactionsDebCash_Card
Numeric
| Distinct count | 20 |
|---|---|
| Unique (%) | 1.2% |
| Missing (%) | 1.7% |
| Missing (n) | 28 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1.988657845 |
|---|---|
| Minimum | 0 |
| Maximum | 25 |
| Zeros (%) | 39.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 3 |
| 95-th percentile | 7 |
| Maximum | 25 |
| Range | 25 |
| Interquartile range | 3 |
Descriptive statistics
| Standard deviation | 2.710704091 |
|---|---|
| Coef of variation | 1.36308219 |
| Kurtosis | 8.509104068 |
| Mean | 1.988657845 |
| MAD | 1.941481055 |
| Skewness | 2.347325346 |
| Sum | 3156 |
| Variance | 7.347916672 |
| Memory size | 105.2 KiB |
Histogram with fixed size bins (bins=20)
| Value | Count | Frequency (%) | |
| 0 | 631 | 39.1% | |
| 1 | 289 | 17.9% | |
| 2 | 202 | 12.5% | |
| 3 | 139 | 8.6% | |
| 4 | 111 | 6.9% | |
| 6 | 62 | 3.8% | |
| 5 | 50 | 3.1% | |
| 7 | 35 | 2.2% | |
| 8 | 19 | 1.2% | |
| 12 | 14 | 0.9% | |
| Other values (9) | 35 | 2.2% | |
| (Missing) | 28 | 1.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 631 | 39.1% | |
| 1 | 289 | 17.9% | |
| 2 | 202 | 12.5% | |
| 3 | 139 | 8.6% | |
| 4 | 111 | 6.9% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 25 | 1 | 0.1% | |
| 21 | 1 | 0.1% | |
| 17 | 1 | 0.1% | |
| 16 | 3 | 0.2% | |
| 15 | 1 | 0.1% |
TransactionsDebCashless_Card
Numeric
| Distinct count | 48 |
|---|---|
| Unique (%) | 3.0% |
| Missing (%) | 1.7% |
| Missing (n) | 28 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 5.240075614 |
|---|---|
| Minimum | 0 |
| Maximum | 60 |
| Zeros (%) | 43.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 1 |
| Q3 | 7 |
| 95-th percentile | 24 |
| Maximum | 60 |
| Range | 60 |
| Interquartile range | 7 |
Descriptive statistics
| Standard deviation | 8.386153663 |
|---|---|
| Coef of variation | 1.60038791 |
| Kurtosis | 6.251432452 |
| Mean | 5.240075614 |
| MAD | 6.017243125 |
| Skewness | 2.313214341 |
| Sum | 8316 |
| Variance | 70.32757326 |
| Memory size | 105.2 KiB |
Histogram with fixed size bins (bins=48)
| Value | Count | Frequency (%) | |
| 0 | 705 | 43.7% | |
| 1 | 125 | 7.7% | |
| 2 | 98 | 6.1% | |
| 3 | 67 | 4.1% | |
| 4 | 60 | 3.7% | |
| 6 | 57 | 3.5% | |
| 9 | 47 | 2.9% | |
| 7 | 47 | 2.9% | |
| 8 | 43 | 2.7% | |
| 5 | 35 | 2.2% | |
| Other values (37) | 303 | 18.8% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 705 | 43.7% | |
| 1 | 125 | 7.7% | |
| 2 | 98 | 6.1% | |
| 3 | 67 | 4.1% | |
| 4 | 60 | 3.7% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 60 | 1 | 0.1% | |
| 59 | 1 | 0.1% | |
| 48 | 1 | 0.1% | |
| 47 | 2 | 0.1% | |
| 46 | 1 | 0.1% |
VolumeCred
Numeric
| Distinct count | 1491 |
|---|---|
| Unique (%) | 92.3% |
| Missing (%) | 1.7% |
| Missing (n) | 28 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1823.559572 |
|---|---|
| Minimum | 0 |
| Maximum | 107703.8043 |
| Zeros (%) | 0.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.004392857143 |
| Q1 | 252.9233929 |
| Median | 655.8675 |
| Q3 | 1426.027143 |
| 95-th percentile | 6020.479429 |
| Maximum | 107703.8043 |
| Range | 107703.8043 |
| Interquartile range | 1173.10375 |
Descriptive statistics
| Standard deviation | 5864.792552 |
|---|---|
| Coef of variation | 3.216123368 |
| Kurtosis | 162.4684986 |
| Mean | 1823.559572 |
| MAD | 2010.502365 |
| Skewness | 11.15636918 |
| Sum | 2893989.04 |
| Variance | 34395791.68 |
| Memory size | 105.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0.0003571428571 | 25 | 1.5% | |
| 0 | 14 | 0.9% | |
| 0.001071428571 | 9 | 0.6% | |
| 0.0007142857143 | 7 | 0.4% | |
| 0.007142857143 | 6 | 0.4% | |
| 0.001785714286 | 5 | 0.3% | |
| 0.001428571429 | 4 | 0.2% | |
| 107.1432143 | 4 | 0.2% | |
| 0.003571428571 | 3 | 0.2% | |
| 0.015 | 3 | 0.2% | |
| Other values (1480) | 1507 | 93.3% | |
| (Missing) | 28 | 1.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 14 | 0.9% | |
| 0.0003571428571 | 25 | 1.5% | |
| 0.0007142857143 | 7 | 0.4% | |
| 0.001071428571 | 9 | 0.6% | |
| 0.001428571429 | 4 | 0.2% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 107703.8043 | 1 | 0.1% | |
| 98717.675 | 1 | 0.1% | |
| 90124.60964 | 1 | 0.1% | |
| 68371.54214 | 1 | 0.1% | |
| 46756.54071 | 1 | 0.1% |
VolumeCred_CA
Highly correlated
This variable is highly correlated with VolumeCred and should be ignored for analysis
| Correlation | 0.9370903339 |
|---|
VolumeDeb
Numeric
| Distinct count | 1440 |
|---|---|
| Unique (%) | 89.2% |
| Missing (%) | 1.7% |
| Missing (n) | 28 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 1697.218658 |
|---|---|
| Minimum | 0 |
| Maximum | 119906.5039 |
| Zeros (%) | 4.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.8928571429 |
| Q1 | 226.2142857 |
| Median | 654.6153571 |
| Q3 | 1418.208214 |
| 95-th percentile | 5683.105357 |
| Maximum | 119906.5039 |
| Range | 119906.5039 |
| Interquartile range | 1191.993929 |
Descriptive statistics
| Standard deviation | 5183.787844 |
|---|---|
| Coef of variation | 3.05428403 |
| Kurtosis | 206.7394905 |
| Mean | 1697.218658 |
| MAD | 1823.530152 |
| Skewness | 11.85742261 |
| Sum | 2693486.011 |
| Variance | 26871656.41 |
| Memory size | 105.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 66 | 4.1% | |
| 1.964285714 | 35 | 2.2% | |
| 3.392857143 | 14 | 0.9% | |
| 0.8928571429 | 14 | 0.9% | |
| 0.8939285714 | 9 | 0.6% | |
| 14.28571429 | 3 | 0.2% | |
| 67.85714286 | 2 | 0.1% | |
| 1.428571429 | 2 | 0.1% | |
| 17.85714286 | 2 | 0.1% | |
| 42.42857143 | 2 | 0.1% | |
| Other values (1429) | 1438 | 89.0% | |
| (Missing) | 28 | 1.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 66 | 4.1% | |
| 0.005 | 1 | 0.1% | |
| 0.008928571429 | 1 | 0.1% | |
| 0.02857142857 | 1 | 0.1% | |
| 0.2889285714 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 119906.5039 | 1 | 0.1% | |
| 64608.36143 | 1 | 0.1% | |
| 59500.9325 | 1 | 0.1% | |
| 44782.18607 | 1 | 0.1% | |
| 44078.18393 | 1 | 0.1% |
VolumeDeb_CA
Highly correlated
This variable is highly correlated with VolumeDeb and should be ignored for analysis
| Correlation | 0.9449943814 |
|---|
VolumeDeb_PaymentOrder
Numeric
| Distinct count | 1067 |
|---|---|
| Unique (%) | 66.1% |
| Missing (%) | 1.7% |
| Missing (n) | 28 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 715.9749307 |
|---|---|
| Minimum | 0 |
| Maximum | 72278.78214 |
| Zeros (%) | 26.9% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 175.4285714 |
| Q3 | 507.6071429 |
| 95-th percentile | 2184.289286 |
| Maximum | 72278.78214 |
| Range | 72278.78214 |
| Interquartile range | 507.6071429 |
Descriptive statistics
| Standard deviation | 3215.10676 |
|---|---|
| Coef of variation | 4.490529797 |
| Kurtosis | 258.8354204 |
| Mean | 715.9749307 |
| MAD | 891.7020924 |
| Skewness | 14.20671552 |
| Sum | 1136252.215 |
| Variance | 10336911.48 |
| Memory size | 105.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 435 | 26.9% | |
| 35.71428571 | 11 | 0.7% | |
| 17.85714286 | 10 | 0.6% | |
| 71.42857143 | 7 | 0.4% | |
| 10.71428571 | 7 | 0.4% | |
| 357.1428571 | 5 | 0.3% | |
| 107.1428571 | 5 | 0.3% | |
| 53.57142857 | 4 | 0.2% | |
| 132.1428571 | 4 | 0.2% | |
| 21.42857143 | 4 | 0.2% | |
| Other values (1056) | 1095 | 67.8% | |
| (Missing) | 28 | 1.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 435 | 26.9% | |
| 0.005 | 1 | 0.1% | |
| 0.03571428571 | 1 | 0.1% | |
| 0.7142857143 | 1 | 0.1% | |
| 1.071428571 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 72278.78214 | 1 | 0.1% | |
| 61955.10393 | 1 | 0.1% | |
| 35714.28571 | 1 | 0.1% | |
| 30069.69643 | 1 | 0.1% | |
| 27129.21429 | 1 | 0.1% |
VolumeDebCash_Card
Numeric
| Distinct count | 262 |
|---|---|
| Unique (%) | 16.2% |
| Missing (%) | 1.7% |
| Missing (n) | 28 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 257.9373373 |
|---|---|
| Minimum | 0 |
| Maximum | 23571.42857 |
| Zeros (%) | 39.1% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 71.42857143 |
| Q3 | 353.3705357 |
| 95-th percentile | 864.6428571 |
| Maximum | 23571.42857 |
| Range | 23571.42857 |
| Interquartile range | 353.3705357 |
Descriptive statistics
| Standard deviation | 757.7342295 |
|---|---|
| Coef of variation | 2.937667875 |
| Kurtosis | 584.0632562 |
| Mean | 257.9373373 |
| MAD | 285.1520556 |
| Skewness | 20.44105623 |
| Sum | 409346.5543 |
| Variance | 574161.1626 |
| Memory size | 105.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 631 | 39.1% | |
| 178.5714286 | 59 | 3.7% | |
| 357.1428571 | 48 | 3.0% | |
| 71.42857143 | 29 | 1.8% | |
| 535.7142857 | 27 | 1.7% | |
| 35.71428571 | 26 | 1.6% | |
| 107.1428571 | 26 | 1.6% | |
| 285.7142857 | 25 | 1.5% | |
| 53.57142857 | 24 | 1.5% | |
| 214.2857143 | 22 | 1.4% | |
| Other values (251) | 670 | 41.5% | |
| (Missing) | 28 | 1.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 631 | 39.1% | |
| 3.571428571 | 2 | 0.1% | |
| 7.142857143 | 5 | 0.3% | |
| 10.71428571 | 7 | 0.4% | |
| 14.28571429 | 10 | 0.6% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 23571.42857 | 1 | 0.1% | |
| 9714.285714 | 1 | 0.1% | |
| 6428.571429 | 1 | 0.1% | |
| 4513.758929 | 1 | 0.1% | |
| 3535.714286 | 1 | 0.1% |
VolumeDebCashless_Card
Numeric
| Distinct count | 875 |
|---|---|
| Unique (%) | 54.2% |
| Missing (%) | 1.7% |
| Missing (n) | 28 |
| Infinite (%) | 0.0% |
| Infinite (n) | 0 |
| Mean | 150.8504013 |
|---|---|
| Minimum | 0 |
| Maximum | 3637.616786 |
| Zeros (%) | 43.7% |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| Median | 20.13928571 |
| Q3 | 175.8925 |
| 95-th percentile | 672.8055714 |
| Maximum | 3637.616786 |
| Range | 3637.616786 |
| Interquartile range | 175.8925 |
Descriptive statistics
| Standard deviation | 311.9387964 |
|---|---|
| Coef of variation | 2.067868523 |
| Kurtosis | 39.22545615 |
| Mean | 150.8504013 |
| MAD | 181.735107 |
| Skewness | 5.036899022 |
| Sum | 239399.5868 |
| Variance | 97305.81269 |
| Memory size | 105.2 KiB |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) | |
| 0 | 705 | 43.7% | |
| 10.71428571 | 4 | 0.2% | |
| 14.28571429 | 3 | 0.2% | |
| 32.14285714 | 2 | 0.1% | |
| 155.6428571 | 2 | 0.1% | |
| 46.39285714 | 2 | 0.1% | |
| 7.107142857 | 2 | 0.1% | |
| 54.82142857 | 1 | 0.1% | |
| 64.50357143 | 1 | 0.1% | |
| 584.8446429 | 1 | 0.1% | |
| Other values (864) | 864 | 53.5% | |
| (Missing) | 28 | 1.7% |
Minimum 5 values
| Value | Count | Frequency (%) | |
| 0 | 705 | 43.7% | |
| 0.8903571429 | 1 | 0.1% | |
| 1.067857143 | 1 | 0.1% | |
| 1.789285714 | 1 | 0.1% | |
| 2.05 | 1 | 0.1% |
Maximum 5 values
| Value | Count | Frequency (%) | |
| 3637.616786 | 1 | 0.1% | |
| 3635.701429 | 1 | 0.1% | |
| 3335.426071 | 1 | 0.1% | |
| 3292.765 | 1 | 0.1% | |
| 2470.335714 | 1 | 0.1% |
First rows
| ActBal_CA | ActBal_CC | ActBal_CL | ActBal_MF | ActBal_OVD | ActBal_SA | Age | Client | Count_CA | Count_CC | Count_CL | Count_MF | Count_OVD | Count_SA | Revenue_CC | Revenue_CL | Revenue_MF | Sale_CC | Sale_CL | Sale_MF | Sex | Tenure | TransactionsCred | TransactionsCred_CA | TransactionsDeb | TransactionsDeb_CA | TransactionsDeb_PaymentOrder | TransactionsDebCash_Card | TransactionsDebCashless_Card | VolumeCred | VolumeCred_CA | VolumeDeb | VolumeDeb_CA | VolumeDeb_PaymentOrder | VolumeDebCash_Card | VolumeDebCashless_Card | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 4.710714 | 0.000000 | 4291.996429 | 0.000000 | 0.0000 | 0.000000 | 21.0 | 909 | 1 | 0.0 | 1.0 | 0.0 | 1.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | M | 27 | 4.0 | 3.0 | 8.0 | 7.0 | 4.0 | 1.0 | 0.0 | 789.129643 | 738.230000 | 450.678571 | 448.892857 | 166.571429 | 178.571429 | 0.000000 |
| 1 | 6752.244643 | 0.000000 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 38.0 | 1217 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | M | 165 | 1.0 | 1.0 | 1.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.002143 | 0.002143 | 714.285714 | 714.285714 | 714.285714 | 0.000000 | 0.000000 |
| 2 | 43.523214 | 0.000000 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 49.0 | 850 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.893929 | 0.000000 | 0.000000 | 1.0 | 0.0 | 0.0 | F | 44 | 3.0 | 3.0 | 6.0 | 6.0 | 1.0 | 0.0 | 0.0 | 1392.402857 | 1392.402857 | 1226.345357 | 1226.345357 | 121.928571 | 0.000000 | 0.000000 |
| 3 | 29.024286 | 653.910000 | 1132.590357 | 0.000000 | 0.0000 | 14447.801429 | 54.0 | 1473 | 1 | 1.0 | 1.0 | 0.0 | 0.0 | 1.0 | 0.000000 | 0.000000 | 4.929643 | 0.0 | 0.0 | 1.0 | M | 34 | 14.0 | 5.0 | 48.0 | 38.0 | 11.0 | 1.0 | 26.0 | 1787.127500 | 939.128929 | 3875.137857 | 3794.580714 | 2076.785714 | 357.142857 | 444.597500 |
| 4 | 27.035714 | 0.000000 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 29.0 | 1038 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | M | 106 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.006071 | 0.006071 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| 5 | 345.686071 | 0.000000 | 0.000000 | 0.000000 | 618.3975 | 0.000000 | 41.0 | 225 | 1 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | 0.000000 | 8.130714 | 0.000000 | 0.0 | 1.0 | 0.0 | M | 187 | 1.0 | 1.0 | 5.0 | 5.0 | 1.0 | 0.0 | 4.0 | 0.007500 | 0.007500 | 130.521429 | 130.521429 | 19.285714 | 0.000000 | 111.235714 |
| 6 | 1823.057143 | 0.000000 | 0.000000 | 18491.444286 | 0.0000 | 0.000000 | 37.0 | 699 | 1 | 0.0 | 0.0 | 4.0 | 1.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | M | 175 | 8.0 | 6.0 | 13.0 | 10.0 | 5.0 | 2.0 | 0.0 | 1033.496071 | 778.370000 | 661.483214 | 566.126071 | 216.892857 | 89.285714 | 0.000000 |
| 7 | 49.193571 | 0.464286 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 57.0 | 827 | 1 | 1.0 | 0.0 | 0.0 | 1.0 | 0.0 | 7.928571 | 12.242143 | 0.000000 | 1.0 | 1.0 | 0.0 | M | 50 | 9.0 | 6.0 | 26.0 | 23.0 | 17.0 | 4.0 | 1.0 | 1755.281786 | 1750.404286 | 1474.321429 | 1455.035714 | 843.250000 | 607.142857 | 17.857143 |
| 8 | 819.853929 | 0.000000 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 41.0 | 1231 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 24.434643 | 0.000000 | 0.0 | 1.0 | 0.0 | F | 232 | 2.0 | 2.0 | 9.0 | 9.0 | 0.0 | 6.0 | 0.0 | 0.015714 | 0.015714 | 2257.000000 | 2257.000000 | 0.000000 | 2250.000000 | 0.000000 |
| 9 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 0.0000 | 0.000000 | 19.0 | 528 | 1 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | F | 70 | 2.0 | 2.0 | 10.0 | 10.0 | 2.0 | 4.0 | 3.0 | 435.682143 | 435.682143 | 390.056429 | 390.056429 | 190.821429 | 125.000000 | 70.842143 |
Last rows
| ActBal_CA | ActBal_CC | ActBal_CL | ActBal_MF | ActBal_OVD | ActBal_SA | Age | Client | Count_CA | Count_CC | Count_CL | Count_MF | Count_OVD | Count_SA | Revenue_CC | Revenue_CL | Revenue_MF | Sale_CC | Sale_CL | Sale_MF | Sex | Tenure | TransactionsCred | TransactionsCred_CA | TransactionsDeb | TransactionsDeb_CA | TransactionsDeb_PaymentOrder | TransactionsDebCash_Card | TransactionsDebCashless_Card | VolumeCred | VolumeCred_CA | VolumeDeb | VolumeDeb_CA | VolumeDeb_PaymentOrder | VolumeDebCash_Card | VolumeDebCashless_Card | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1605 | 3017.641429 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 36.0 | 833 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 4.999286 | 0.000000 | 0.000000 | 1.0 | 0.0 | 0.0 | M | 150 | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN | NaN |
| 1606 | 1243.505714 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 56.0 | 573 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | F | 77 | 3.0 | 3.0 | 14.0 | 14.0 | 4.0 | 3.0 | 4.0 | 760.966429 | 760.966429 | 713.569643 | 713.569643 | 228.250000 | 357.142857 | 114.962500 |
| 1607 | 1249.709643 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.001429 | 37.0 | 621 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 1.0 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | F | 152 | 3.0 | 1.0 | 1.0 | 0.0 | 0.0 | 0.0 | 0.0 | 7.397857 | 0.002500 | 0.288929 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| 1608 | 2249.049643 | 0.0 | 0.000000 | 0.000000 | 237.297143 | 0.000000 | 68.0 | 464 | 2 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | M | 153 | 3.0 | 3.0 | 12.0 | 12.0 | 6.0 | 2.0 | 3.0 | 811.332857 | 811.332857 | 577.385714 | 577.385714 | 347.857143 | 160.714286 | 65.421429 |
| 1609 | 13915.925357 | 0.0 | 1764.589286 | 0.000000 | 0.000000 | 0.000000 | 28.0 | 1276 | 1 | 0.0 | 2.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.0 | 0.0 | 0.0 | M | 145 | 4.0 | 3.0 | 6.0 | 4.0 | 0.0 | 1.0 | 0.0 | 610.893214 | 514.313214 | 165.928571 | 155.107143 | 0.000000 | 35.714286 | 0.000000 |
| 1610 | 348.402857 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 31.0 | 409 | 1 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | M | 91 | 3.0 | 3.0 | 12.0 | 12.0 | 9.0 | 1.0 | 1.0 | 469.179643 | 469.179643 | 465.092857 | 465.092857 | 271.714286 | 178.571429 | 11.414286 |
| 1611 | 2418.876786 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 23.0 | 384 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 6.107143 | 12.506071 | 0.000000 | 1.0 | 1.0 | 0.0 | M | 160 | 2.0 | 2.0 | 8.0 | 8.0 | 1.0 | 2.0 | 5.0 | 87.500357 | 87.500357 | 88.443929 | 88.443929 | 1.071429 | 50.000000 | 37.372500 |
| 1612 | 2639.308571 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 46.0 | 977 | 1 | 0.0 | 0.0 | 0.0 | 0.0 | 0.0 | 0.000000 | 0.000000 | 1.429643 | 0.0 | 0.0 | 1.0 | M | 59 | 1.0 | 1.0 | 4.0 | 4.0 | 1.0 | 2.0 | 1.0 | 71.428571 | 71.428571 | 76.103571 | 76.103571 | 0.035714 | 75.000000 | 1.067857 |
| 1613 | 61.766786 | 0.0 | 0.000000 | 34387.583571 | 0.000000 | 0.000000 | 61.0 | 629 | 1 | 0.0 | 0.0 | 2.0 | 0.0 | 0.0 | 49.080714 | 0.000000 | 0.000000 | 1.0 | 0.0 | 0.0 | F | 173 | 3.0 | 3.0 | 17.0 | 17.0 | 8.0 | 3.0 | 5.0 | 1064.190000 | 1064.190000 | 817.462143 | 817.462143 | 115.178571 | 660.714286 | 41.355000 |
| 1614 | 21.627500 | 0.0 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | 63.0 | 1466 | 1 | 0.0 | 0.0 | 0.0 | 1.0 | 0.0 | NaN | NaN | NaN | NaN | NaN | NaN | M | 97 | 4.0 | 4.0 | 6.0 | 6.0 | 3.0 | 1.0 | 1.0 | 742.597143 | 742.597143 | 624.428571 | 624.428571 | 526.392857 | 71.428571 | 23.214286 |